Agentic scientific discovery engine written in Go. Ask a scientific question — Genesis fans it out to specialized AI agents running in parallel, then synthesizes their findings into a cross-scale hypothesis.
genesis ask "How will rising ocean temperatures affect coral bleaching by 2035?"Three agents run concurrently as Go goroutines:
| Agent | Role |
|---|---|
| Climate | Projects climate variables — temperature, precipitation, sea surface anomalies |
| Molecular | Analyzes protein-level and cellular responses to environmental stress |
| Reasoning | Synthesizes cross-scale findings into a grounded hypothesis |
Results are collected via a buffered Go channel. The Reasoning agent synthesizes only after all specialist agents complete — no locks, no race conditions.
User Query
│
├──(goroutine)──► Climate Agent
│ │
├──(goroutine)──► Molecular Agent
│ │
└──────────────── channel fan-in
│
Reasoning Agent
│
Hypothesis + Confidence
Prerequisites: Go 1.22+ and an API key from build.nvidia.com
git clone https://github.com/HarshalSant/genesis
cd genesis
go build -o genesis ./cmd/genesis
export NVIDIA_API_KEY=your_key_here
./genesis ask "How does permafrost thaw affect methane-oxidizing bacteria by 2040?"Windows:
$env:NVIDIA_API_KEY = "your_key_here"
.\genesis.exe ask "How does permafrost thaw affect methane-oxidizing bacteria by 2040?"genesis ask "How will a 2°C rise in Bay of Bengal temperature affect dengue vector populations?"
genesis ask "What molecular mechanisms link wildfire smoke to Alzheimer's protein aggregation?"
genesis ask "How does ocean acidification alter calcification proteins in pteropods?"
genesis ask "How will shifting monsoon patterns affect mycorrhizal networks in South Asian rice paddies?"Go's concurrency primitives map naturally to multi-agent systems:
- Goroutines — agents run with minimal overhead, no thread pool management
- Channels — typed message passing, no shared memory, no mutexes
- Context — single cancellation deadline propagates across all agents
- Single binary — no runtime, no dependencies, deploy anywhere
genesis/
├── cmd/genesis/main.go # CLI (cobra)
├── internal/
│ ├── engine/engine.go # Fan-out / fan-in orchestrator
│ ├── agents/agents.go # Climate, Molecular, Reasoning agents
│ ├── clients/
│ │ ├── nim.go # NIM inference client
│ │ ├── earth2.go # Earth-2 climate client (NVCF)
│ │ └── bionemo.go # BioNeMo molecular client
│ └── display/display.go # Terminal output
└── pkg/types/types.go # Shared types
- Omniverse agent for 3D ecosystem simulation
- FLARE integration for federated epidemiological datasets
- Streaming output as agents produce results
- JSON export with full evidence provenance
- Web UI
MIT